Niels Zeilemaker | Deploying Python models to production
PyData Amsterdam 2017 Deploying models to production can sometimes be more difficult than developing the model itself. In this talk we'll explain how we deploy our Pandas/Scikit machine learning models to production using Flask, Docker, and Kubernetes. Moreover, we'll describe the CI process which automated away all the manual steps which were required. By using an internally developed framework, we allowed Data Scientists to develop models which can easily be deployed to production. The framework exposes models either over HTTP (REST) or binds them to a Kafka topic. Additionally, the framework packages the model and its dependencies in a Docker container, and generates all deployment templates required for deploying to Kubernetes. Finally, we'll describe our Jenkins jobs which automated away all the manual steps. 00:00 Welcome! 00:10 Help us add time stamps or captions to this video! See the description for details. Want to help add timestamps to our YouTube videos to help with discoverability? Find out more here: https://github.com/numfocus/YouTubeVi...
Machine Learning Model Deployment: Strategy to Implementation
Gilles Louppe | Bayesian optimization with Scikit-Optimize
Erik Rose Constructive Code Review PyCon 2017
Deploying a machine learning model to the cloud using AWS Lambda - Dr. Benjamin Weigel
Andrej Karpathy: From Vibe Coding to Agentic Engineering w/ Stephanie Zhan
Giovanni Lanzani | Applied Data Science
Deploying machine learning applications in the Enterprise - Peter Norvig, at USI
How Instagram Scaled Postgres to 2 Billion Users
"Clean" Code, Horrible Performance
Why birth rates are falling everywhere all at once | FT
Inside Anthropic, the $965 Billion AI Juggernaut | The Circuit
How to deploy machine learning models into production
Something is jamming GPS over Europe. Here's what we found
If Prime Numbers Become Increasingly Rare, Then Why Do They Keep Showing Up In Pairs?
End to End Machine learning pipelines for Python driven organizations - Nick Harvey
Andrej Karpathy: Software Is Changing (Again)
Don't learn AI Agents without Learning these Fundamentals
Deploying Python Machine Learning Models in Production | SciPy 2015 | Krishna Sridhar
Why The Best Software Engineers Focus On System Design
